Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: PSMG1

Gene summary for PSMG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSMG1

Gene ID

8624

Gene nameproteasome assembly chaperone 1
Gene AliasC21LRP
Cytomap21q22.2
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

O95456


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
8624PSMG1LZE4THumanEsophagusESCC2.10e-042.15e-010.0811
8624PSMG1LZE7THumanEsophagusESCC8.49e-149.21e-010.0667
8624PSMG1LZE8THumanEsophagusESCC1.29e-124.43e-010.067
8624PSMG1LZE20THumanEsophagusESCC1.43e-029.21e-020.0662
8624PSMG1LZE22THumanEsophagusESCC3.68e-052.15e-010.068
8624PSMG1LZE24THumanEsophagusESCC6.16e-134.09e-010.0596
8624PSMG1LZE6THumanEsophagusESCC2.97e-135.41e-010.0845
8624PSMG1P1T-EHumanEsophagusESCC2.96e-072.64e-010.0875
8624PSMG1P2T-EHumanEsophagusESCC9.44e-285.29e-010.1177
8624PSMG1P4T-EHumanEsophagusESCC1.71e-511.16e+000.1323
8624PSMG1P5T-EHumanEsophagusESCC4.59e-391.06e+000.1327
8624PSMG1P8T-EHumanEsophagusESCC3.36e-142.93e-010.0889
8624PSMG1P9T-EHumanEsophagusESCC4.60e-164.89e-010.1131
8624PSMG1P10T-EHumanEsophagusESCC1.43e-388.55e-010.116
8624PSMG1P11T-EHumanEsophagusESCC3.69e-134.52e-010.1426
8624PSMG1P12T-EHumanEsophagusESCC2.54e-205.28e-010.1122
8624PSMG1P15T-EHumanEsophagusESCC1.08e-221.91e-010.1149
8624PSMG1P16T-EHumanEsophagusESCC3.53e-152.92e-010.1153
8624PSMG1P17T-EHumanEsophagusESCC1.91e-124.92e-010.1278
8624PSMG1P19T-EHumanEsophagusESCC7.49e-057.41e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004324811EsophagusESCCproteasome assembly11/855212/187231.26e-036.06e-0311
GO:005113119EsophagusESCCchaperone-mediated protein complex assembly17/855223/187235.73e-032.13e-0217
GO:00511316LiverCirrhoticchaperone-mediated protein complex assembly16/463423/187237.54e-061.15e-0416
GO:0043248LiverCirrhoticproteasome assembly9/463412/187233.59e-043.03e-039
GO:00432481LiverHCCproteasome assembly12/795812/187233.46e-053.45e-0412
GO:005113111LiverHCCchaperone-mediated protein complex assembly17/795823/187232.28e-031.13e-0217
GO:00432482Oral cavityOSCCproteasome assembly11/730512/187232.45e-041.57e-0311
GO:005113116Oral cavityOSCCchaperone-mediated protein complex assembly17/730523/187237.28e-043.98e-0317
GO:005113117Oral cavityLPchaperone-mediated protein complex assembly17/462323/187239.55e-072.43e-0517
GO:0051131110SkincSCCchaperone-mediated protein complex assembly16/486423/187231.47e-051.82e-0416
GO:00432484SkincSCCproteasome assembly10/486412/187235.36e-055.38e-0410
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
PSMG1SNVMissense_Mutationc.182N>Ap.Ser61Tyrp.S61YO95456protein_codingdeleterious(0.02)benign(0.444)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PSMG1SNVMissense_Mutationrs779327198c.686N>Tp.Pro229Leup.P229LO95456protein_codingdeleterious(0)possibly_damaging(0.607)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PSMG1deletionFrame_Shift_Delc.580delNp.Thr194HisfsTer13p.T194Hfs*13O95456protein_codingTCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PSMG1SNVMissense_Mutationrs755573511c.152G>Ap.Arg51Glnp.R51QO95456protein_codingtolerated(0.63)benign(0.015)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMG1SNVMissense_Mutationc.148C>Tp.Leu50Phep.L50FO95456protein_codingtolerated(0.16)benign(0.003)TCGA-AX-A1C8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatinSD
PSMG1SNVMissense_Mutationrs372682958c.509G>Ap.Arg170Glnp.R170QO95456protein_codingtolerated(0.1)possibly_damaging(0.883)TCGA-AX-A2HG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PSMG1SNVMissense_Mutationnovelc.380N>Cp.Lys127Thrp.K127TO95456protein_codingtolerated(0.41)possibly_damaging(0.866)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PSMG1SNVMissense_Mutationrs755573511c.152N>Ap.Arg51Glnp.R51QO95456protein_codingtolerated(0.63)benign(0.015)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
PSMG1SNVMissense_Mutationnovelc.674N>Cp.Val225Alap.V225AO95456protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PSMG1SNVMissense_Mutationnovelc.822G>Tp.Lys274Asnp.K274NO95456protein_codingdeleterious(0.01)possibly_damaging(0.643)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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